Data Intermediate Premium
Data Pipelines for AI Systems
Design and build the data infrastructure that feeds AI models — from ingestion and cleaning to transformation and storage.
AI is only as good as its data. This course teaches you to build robust data pipelines that collect, clean, transform, and store data for AI applications. Covers ETL patterns, data quality, schema design, and integration with ML training workflows.
Lessons (7)
Data Collection and Ingestion Patterns
25 min
Data Cleaning and Validation
25 min
Transformation and Feature Engineering
30 min
Storage Solutions for AI Data
20 min
Orchestration with Airflow and Prefect
35 min
Data Quality Monitoring
25 min